{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-30T14:56:51.133956Z",
     "start_time": "2019-11-30T14:56:50.943347Z"
    }
   },
   "outputs": [],
   "source": [
    "import foolbox\n",
    "import torch\n",
    "import torchvision.models as models\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-30T15:18:13.100413Z",
     "start_time": "2019-11-30T15:18:12.733018Z"
    }
   },
   "outputs": [],
   "source": [
    "# instantiate the model\n",
    "resnet18 = models.resnet18(pretrained=True).eval()\n",
    "if torch.cuda.is_available():\n",
    "    resnet18 = resnet18.cuda()\n",
    "mean = np.array([0.485, 0.456, 0.406]).reshape((3, 1, 1))\n",
    "std = np.array([0.229, 0.224, 0.225]).reshape((3, 1, 1))\n",
    "fmodel = foolbox.models.PyTorchModel(\n",
    "    resnet18, bounds=(0, 1), num_classes=1000, preprocessing=(mean, std))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-30T15:18:13.123232Z",
     "start_time": "2019-11-30T15:18:13.102564Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label 282\n",
      "predicted class 282\n"
     ]
    }
   ],
   "source": [
    "# get source image and label\n",
    "image, label = foolbox.utils.imagenet_example(data_format='channels_first')\n",
    "image = image / 255.  # because our model expects values in [0, 1]\n",
    "\n",
    "print('label', label)\n",
    "print('predicted class', np.argmax(fmodel.forward_one(image)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-30T15:14:09.262220Z",
     "start_time": "2019-11-30T15:14:09.249215Z"
    }
   },
   "source": [
    "无定向攻击"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-30T14:52:28.643004Z",
     "start_time": "2019-11-30T14:52:28.539000Z"
    }
   },
   "outputs": [],
   "source": [
    "# apply attack on source image\n",
    "attack = foolbox.v1.attacks.FGSM(fmodel)\n",
    "adversarial = attack(image, label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-30T14:52:36.154718Z",
     "start_time": "2019-11-30T14:52:36.138137Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "adversarial class 281\n"
     ]
    }
   ],
   "source": [
    "print('adversarial class', np.argmax(fmodel.forward_one(adversarial)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-30T15:11:44.483502Z",
     "start_time": "2019-11-30T15:11:43.753274Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = image.transpose(1, 2, 0)\n",
    "plt.subplot(131)\n",
    "plt.title(\"original\")\n",
    "plt.imshow(img)\n",
    "plt.axis('off')\n",
    "\n",
    "adv = adversarial.transpose(1, 2, 0)\n",
    "plt.subplot(132)\n",
    "plt.title(\"adversarial\")\n",
    "plt.imshow(adv)\n",
    "plt.axis('off')\n",
    "\n",
    "plt.subplot(133)\n",
    "plt.title('adversarial-original')\n",
    "difference = adv - img\n",
    "#(-1,1)  -> (0,1)\n",
    "difference = difference / abs(difference).max()/2.0+0.5\n",
    "plt.imshow(difference, cmap=plt.cm.gray)\n",
    "plt.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "定向攻击"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-30T15:18:16.529297Z",
     "start_time": "2019-11-30T15:18:16.421678Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "adversarial class 281\n"
     ]
    }
   ],
   "source": [
    "from foolbox.criteria import TargetClassProbability\n",
    "\n",
    "#定向攻击标签值为22\n",
    "target = TargetClassProbability(22, p=0.5)\n",
    "\n",
    "#定向攻击\n",
    "attack_t = foolbox.attacks.FGSM(fmodel, criterion=target)\n",
    "adversarial_t = attack(image, label)\n",
    "\n",
    "print('adversarial class', np.argmax(fmodel.forward_one(adversarial_t)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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